Recently, LIGO has made great strides in detecting gravitational waves produced by the coalescence of black holes and neutron stars. Nonetheless, a major target of LIGO observations remains elusive: continuous waves from fast-spinning, galactic neutron stars. We outline a few of the techniques used to search for these signals, and detail the challenges such searches present.